Entity class-restricted twin attention-based aggregation for geographic knowledge graph inference

Entity class-restricted twin attention-based aggregation for geographic knowledge graph inference

Abstract Geographic knowledge graphs (GeoKGs) describe and simulate geographic phenomena by storing geographic entities with their semantic relations, providing a foundation for many real-world tasks such as urban function identification. However, GeoKGs are often incomplete due to manual constructi...

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Bibliographic Details
Main Authors: Jinlan Kong, Xiaohui He, Haichuan Fang, Roujia Ji, Peng Yang, Shuang Li, Haofei Li, Haonan Sun, Mengjia Qiao, Panle Li, Xijie Cheng, Qinglei Zhou, Jiandong Shang
Format: Article
Language:English
Published: Springer 2025-08-01
Series:Complex & Intelligent Systems
Subjects:
Geographic knowledge graph
Geographic knowledge graph inference
Entity class
Twin aggregation
Attention mechanism
Online Access:https://doi.org/10.1007/s40747-025-02060-y
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https://doi.org/10.1007/s40747-025-02060-y

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